{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "whale streetcar aquarium_fish sunflower hamster man   worm  bus   clock sunflower couch squirrel keyboard rabbit woman flatfish bicycle palm_tree snake castle baby  forest seal  dinosaur clock dinosaur pickup_truck table crab  fox   skyscraper telephone\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.5126,train_acc:2.9640,train_top5_acc:12.4600,test_loss:4.2979,test_acc:4.7200,test_top5_acc:17.1700\n",
      "epoch:1,train_loss:3.9819,train_acc:9.2300,train_top5_acc:28.0120,test_loss:3.8786,test_acc:12.2800,test_top5_acc:32.3200\n",
      "epoch:2,train_loss:3.5321,train_acc:16.4800,train_top5_acc:41.4140,test_loss:3.8673,test_acc:14.0300,test_top5_acc:36.4100\n",
      "epoch:3,train_loss:3.0340,train_acc:25.2020,train_top5_acc:54.5820,test_loss:2.9076,test_acc:27.1900,test_top5_acc:58.1600\n",
      "epoch:4,train_loss:2.6263,train_acc:33.0220,train_top5_acc:64.1820,test_loss:2.8128,test_acc:31.2100,test_top5_acc:60.9400\n",
      "epoch:5,train_loss:2.3308,train_acc:39.0600,train_top5_acc:70.7100,test_loss:2.4127,test_acc:37.8300,test_top5_acc:69.3800\n",
      "epoch:6,train_loss:2.1342,train_acc:43.3700,train_top5_acc:74.5680,test_loss:2.2793,test_acc:41.1900,test_top5_acc:70.9700\n",
      "epoch:7,train_loss:1.9858,train_acc:46.6340,train_top5_acc:77.6440,test_loss:2.1398,test_acc:43.6500,test_top5_acc:75.0400\n",
      "epoch:8,train_loss:1.8558,train_acc:49.5660,train_top5_acc:79.6420,test_loss:2.2790,test_acc:42.0500,test_top5_acc:73.2700\n",
      "epoch:9,train_loss:1.7511,train_acc:52.1860,train_top5_acc:81.6600,test_loss:1.8632,test_acc:50.3100,test_top5_acc:79.8600\n",
      "epoch:10,train_loss:1.6627,train_acc:54.0580,train_top5_acc:83.0540,test_loss:1.9146,test_acc:49.7700,test_top5_acc:79.3500\n",
      "epoch:11,train_loss:1.5998,train_acc:55.5080,train_top5_acc:84.3520,test_loss:1.9242,test_acc:48.8900,test_top5_acc:79.8500\n",
      "epoch:12,train_loss:1.5367,train_acc:57.1680,train_top5_acc:85.3740,test_loss:1.8040,test_acc:51.8100,test_top5_acc:81.2600\n",
      "epoch:13,train_loss:1.4875,train_acc:58.6640,train_top5_acc:85.8620,test_loss:1.7931,test_acc:52.8200,test_top5_acc:81.8000\n",
      "epoch:14,train_loss:1.4387,train_acc:59.3320,train_top5_acc:86.9320,test_loss:1.5866,test_acc:56.8200,test_top5_acc:84.5700\n",
      "epoch:15,train_loss:1.4018,train_acc:60.4000,train_top5_acc:87.3820,test_loss:1.9770,test_acc:50.7600,test_top5_acc:79.5800\n",
      "epoch:16,train_loss:1.3582,train_acc:61.5380,train_top5_acc:88.0140,test_loss:1.5794,test_acc:58.1400,test_top5_acc:84.6100\n",
      "epoch:17,train_loss:1.3236,train_acc:62.6340,train_top5_acc:88.7300,test_loss:1.7984,test_acc:54.1700,test_top5_acc:81.8300\n",
      "epoch:18,train_loss:1.2910,train_acc:63.5020,train_top5_acc:88.9200,test_loss:1.8280,test_acc:53.5400,test_top5_acc:81.8200\n",
      "epoch:19,train_loss:1.2629,train_acc:63.9920,train_top5_acc:89.4240,test_loss:1.6670,test_acc:56.0000,test_top5_acc:83.4900\n",
      "epoch:20,train_loss:1.2303,train_acc:64.4120,train_top5_acc:90.0480,test_loss:1.5756,test_acc:58.4500,test_top5_acc:85.0100\n",
      "epoch:21,train_loss:1.2189,train_acc:65.0600,train_top5_acc:90.1020,test_loss:1.5916,test_acc:57.5800,test_top5_acc:84.8300\n",
      "epoch:22,train_loss:1.1897,train_acc:65.7060,train_top5_acc:90.4500,test_loss:1.4165,test_acc:61.9400,test_top5_acc:87.9100\n",
      "epoch:23,train_loss:1.1703,train_acc:66.2240,train_top5_acc:90.6660,test_loss:1.4989,test_acc:60.1000,test_top5_acc:86.4700\n",
      "epoch:24,train_loss:1.1616,train_acc:66.5180,train_top5_acc:90.9320,test_loss:1.5420,test_acc:59.3900,test_top5_acc:85.1300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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